Geiger, who lived in Kreidersville, worked at Aldrich Chemical Co. in the Iron Run Industrial Park, Fogelsville. He held a degree in history from Pennsylvania State University, and was part of a Civil War re-enactors group.

He was buried with full military honors in Our Lady of Hungary Cemetery, Northampton.